Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 64 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 6.6 KiB |
| Average record size in memory | 106.0 B |
Variable types
| NUM | 13 |
|---|
B2.1.1 Public Library Operating Grant (PLOG) is highly correlated with B2.1.4 Total Provincial Operating Funding and 10 other fields | High correlation |
B2.1.4 Total Provincial Operating Funding is highly correlated with B2.1.1 Public Library Operating Grant (PLOG) and 10 other fields | High correlation |
B5.0 Total Operating Expenditures is highly correlated with B2.1.4 Total Provincial Operating Funding and 10 other fields | High correlation |
B4.02.1 Total funds (not including employee benefits) is highly correlated with B2.1.4 Total Provincial Operating Funding and 10 other fields | High correlation |
B4.04 Facilities/Utilities (Costs related to library facility operation, e.g. insurance, rent, lighting, maintenance, etc.) is highly correlated with B2.1.4 Total Provincial Operating Funding and 10 other fields | High correlation |
B4.01.2 Electronic (e.g. electronic subscriptions and other databases, downloadable media, gaming software, Playaway, DVDs, and e-resources) is highly correlated with B2.1.4 Total Provincial Operating Funding and 10 other fields | High correlation |
P2.2 Resident Households Served is highly correlated with B2.1.4 Total Provincial Operating Funding and 10 other fields | High correlation |
C0.2.T Total Print Volumes Held is highly correlated with B2.1.4 Total Provincial Operating Funding and 10 other fields | High correlation |
D1.1.1.C Librarians is highly correlated with B2.1.4 Total Provincial Operating Funding and 10 other fields | High correlation |
G1.1.2.W All circulation for E-books, downloadable audio books, music and video is highly correlated with B2.1.4 Total Provincial Operating Funding and 10 other fields | High correlation |
E7.1 In the space provided, please provide the total, combined square footage of all the facilities in your library system is highly correlated with B2.1.4 Total Provincial Operating Funding and 10 other fields | High correlation |
Actual incidents is highly correlated with B2.1.4 Total Provincial Operating Funding and 10 other fields | High correlation |
df_index has unique values | Unique |
B4.02.1 Total funds (not including employee benefits) has 6 (9.4%) zeros | Zeros |
B4.04 Facilities/Utilities (Costs related to library facility operation, e.g. insurance, rent, lighting, maintenance, etc.) has 7 (10.9%) zeros | Zeros |
B4.01.2 Electronic (e.g. electronic subscriptions and other databases, downloadable media, gaming software, Playaway, DVDs, and e-resources) has 7 (10.9%) zeros | Zeros |
P2.2 Resident Households Served has 3 (4.7%) zeros | Zeros |
C0.2.T Total Print Volumes Held has 6 (9.4%) zeros | Zeros |
D1.1.1.C Librarians has 19 (29.7%) zeros | Zeros |
G1.1.2.W All circulation for E-books, downloadable audio books, music and video has 8 (12.5%) zeros | Zeros |
E7.1 In the space provided, please provide the total, combined square footage of all the facilities in your library system has 7 (10.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-10-26 20:56:39.887063 |
|---|---|
| Analysis finished | 2022-10-26 20:57:00.698130 |
| Duration | 20.81 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 64 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 197.59375 |
|---|---|
| Minimum | 13 |
| Maximum | 396 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 512.0 B |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 26.6 |
| Q1 | 103 |
| median | 181.5 |
| Q3 | 296 |
| 95-th percentile | 363.7 |
| Maximum | 396 |
| Range | 383 |
| Interquartile range (IQR) | 193 |
Descriptive statistics
| Standard deviation | 110.7818848 |
|---|---|
| Coefficient of variation (CV) | 0.5606548019 |
| Kurtosis | -1.178133798 |
| Mean | 197.59375 |
| Median Absolute Deviation (MAD) | 95.5 |
| Skewness | 0.1071729971 |
| Sum | 12646 |
| Variance | 12272.62599 |
| Monotocity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 256 | 1 | 1.6% | |
| 259 | 1 | 1.6% | |
| 60 | 1 | 1.6% | |
| 158 | 1 | 1.6% | |
| 282 | 1 | 1.6% | |
| 311 | 1 | 1.6% | |
| 346 | 1 | 1.6% | |
| 198 | 1 | 1.6% | |
| 74 | 1 | 1.6% | |
| 331 | 1 | 1.6% | |
| Other values (54) | 54 | 84.4% |
| Value | Count | Frequency (%) | |
| 13 | 1 | 1.6% | |
| 20 | 1 | 1.6% | |
| 25 | 1 | 1.6% | |
| 26 | 1 | 1.6% | |
| 30 | 1 | 1.6% |
| Value | Count | Frequency (%) | |
| 396 | 1 | 1.6% | |
| 394 | 1 | 1.6% | |
| 366 | 1 | 1.6% | |
| 364 | 1 | 1.6% | |
| 362 | 1 | 1.6% |
| Distinct | 54 |
|---|---|
| Distinct (%) | 84.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 208041 |
|---|---|
| Minimum | 3258 |
| Maximum | 5573927 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 512.0 B |
Quantile statistics
| Minimum | 3258 |
|---|---|
| 5-th percentile | 5131.75 |
| Q1 | 14617.5 |
| median | 34048 |
| Q3 | 132022.25 |
| 95-th percentile | 569490.35 |
| Maximum | 5573927 |
| Range | 5570669 |
| Interquartile range (IQR) | 117404.75 |
Descriptive statistics
| Standard deviation | 718186.8054 |
|---|---|
| Coefficient of variation (CV) | 3.45214071 |
| Kurtosis | 51.40659179 |
| Mean | 208041 |
| Median Absolute Deviation (MAD) | 25970.5 |
| Skewness | 6.914496465 |
| Sum | 13314624 |
| Variance | 5.157922874e+11 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 32513 | 2 | 3.1% | |
| 16824 | 2 | 3.1% | |
| 16720 | 2 | 3.1% | |
| 106611 | 2 | 3.1% | |
| 227583 | 2 | 3.1% | |
| 368069 | 2 | 3.1% | |
| 5050 | 2 | 3.1% | |
| 19523 | 2 | 3.1% | |
| 35583 | 2 | 3.1% | |
| 27922 | 2 | 3.1% | |
| Other values (44) | 44 | 68.8% |
| Value | Count | Frequency (%) | |
| 3258 | 1 | 1.6% | |
| 4831 | 1 | 1.6% | |
| 5050 | 2 | 3.1% | |
| 5595 | 1 | 1.6% | |
| 6775 | 1 | 1.6% |
| Value | Count | Frequency (%) | |
| 5573927 | 1 | 1.6% | |
| 1380328 | 1 | 1.6% | |
| 949451 | 1 | 1.6% | |
| 598829 | 1 | 1.6% | |
| 403238 | 1 | 1.6% |
| Distinct | 54 |
|---|---|
| Distinct (%) | 84.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 188615.7656 |
|---|---|
| Minimum | 1719 |
| Maximum | 5505920 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 512.0 B |
Quantile statistics
| Minimum | 1719 |
|---|---|
| 5-th percentile | 5050 |
| Q1 | 13227 |
| median | 33076 |
| Q3 | 111431.75 |
| 95-th percentile | 546384.9 |
| Maximum | 5505920 |
| Range | 5504201 |
| Interquartile range (IQR) | 98204.75 |
Descriptive statistics
| Standard deviation | 703098.0566 |
|---|---|
| Coefficient of variation (CV) | 3.727673847 |
| Kurtosis | 54.05682345 |
| Mean | 188615.7656 |
| Median Absolute Deviation (MAD) | 26276.5 |
| Skewness | 7.142274607 |
| Sum | 12071409 |
| Variance | 4.943468772e+11 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 160595 | 2 | 3.1% | |
| 33944 | 2 | 3.1% | |
| 220732 | 2 | 3.1% | |
| 5050 | 2 | 3.1% | |
| 25433 | 2 | 3.1% | |
| 18625 | 2 | 3.1% | |
| 16720 | 2 | 3.1% | |
| 16646 | 2 | 3.1% | |
| 32208 | 2 | 3.1% | |
| 101764 | 2 | 3.1% | |
| Other values (44) | 44 | 68.8% |
| Value | Count | Frequency (%) | |
| 1719 | 1 | 1.6% | |
| 3058 | 1 | 1.6% | |
| 4831 | 1 | 1.6% | |
| 5050 | 2 | 3.1% | |
| 5595 | 1 | 1.6% |
| Value | Count | Frequency (%) | |
| 5505920 | 1 | 1.6% | |
| 1208583 | 1 | 1.6% | |
| 812043 | 1 | 1.6% | |
| 580209 | 1 | 1.6% | |
| 354715 | 1 | 1.6% |
| Distinct | 54 |
|---|---|
| Distinct (%) | 84.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6874367.547 |
|---|---|
| Minimum | 13210 |
| Maximum | 211435269 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 512.0 B |
Quantile statistics
| Minimum | 13210 |
|---|---|
| 5-th percentile | 24495.75 |
| Q1 | 336452.75 |
| median | 961445.5 |
| Q3 | 2996606.5 |
| 95-th percentile | 19913567.2 |
| Maximum | 211435269 |
| Range | 211422059 |
| Interquartile range (IQR) | 2660153.75 |
Descriptive statistics
| Standard deviation | 27175024.89 |
|---|---|
| Coefficient of variation (CV) | 3.95309455 |
| Kurtosis | 53.05099397 |
| Mean | 6874367.547 |
| Median Absolute Deviation (MAD) | 927874.5 |
| Skewness | 7.068651502 |
| Sum | 439959523 |
| Variance | 7.384819775e+14 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 6723104 | 2 | 3.1% | |
| 560524 | 2 | 3.1% | |
| 2653497 | 2 | 3.1% | |
| 415877 | 2 | 3.1% | |
| 3131860 | 2 | 3.1% | |
| 13210 | 2 | 3.1% | |
| 1761819 | 2 | 3.1% | |
| 693063 | 2 | 3.1% | |
| 559139 | 2 | 3.1% | |
| 338525 | 2 | 3.1% | |
| Other values (44) | 44 | 68.8% |
| Value | Count | Frequency (%) | |
| 13210 | 2 | 3.1% | |
| 21940 | 1 | 1.6% | |
| 22890 | 1 | 1.6% | |
| 33595 | 1 | 1.6% | |
| 105136 | 1 | 1.6% |
| Value | Count | Frequency (%) | |
| 211435269 | 1 | 1.6% | |
| 50795172 | 1 | 1.6% | |
| 34238101 | 1 | 1.6% | |
| 21665713 | 1 | 1.6% | |
| 9984741 | 1 | 1.6% |
| Distinct | 50 |
|---|---|
| Distinct (%) | 78.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3916272.531 |
|---|---|
| Minimum | 0 |
| Maximum | 133180748 |
| Zeros | 6 |
| Zeros (%) | 9.4% |
| Memory size | 512.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 164368 |
| median | 510228.5 |
| Q3 | 1725146 |
| 95-th percentile | 10394188 |
| Maximum | 133180748 |
| Range | 133180748 |
| Interquartile range (IQR) | 1560778 |
Descriptive statistics
| Standard deviation | 16928962.63 |
|---|---|
| Coefficient of variation (CV) | 4.322723327 |
| Kurtosis | 56.28059538 |
| Mean | 3916272.531 |
| Median Absolute Deviation (MAD) | 496640.5 |
| Skewness | 7.340970629 |
| Sum | 250641442 |
| Variance | 2.865897756e+14 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 6 | 9.4% | |
| 1802135 | 2 | 3.1% | |
| 3863001 | 2 | 3.1% | |
| 218339 | 2 | 3.1% | |
| 397493 | 2 | 3.1% | |
| 374041 | 2 | 3.1% | |
| 164368 | 2 | 3.1% | |
| 367995 | 2 | 3.1% | |
| 1477756 | 2 | 3.1% | |
| 977655 | 2 | 3.1% | |
| Other values (40) | 40 | 62.5% |
| Value | Count | Frequency (%) | |
| 0 | 6 | 9.4% | |
| 12098 | 1 | 1.6% | |
| 51738 | 1 | 1.6% | |
| 58286 | 1 | 1.6% | |
| 61439 | 1 | 1.6% |
| Value | Count | Frequency (%) | |
| 133180748 | 1 | 1.6% | |
| 28142002 | 1 | 1.6% | |
| 14529085 | 1 | 1.6% | |
| 11346496 | 1 | 1.6% | |
| 4997776 | 1 | 1.6% |
B4.04 Facilities/Utilities (Costs related to library facility operation, e.g. insurance, rent, lighting, maintenance, etc.)
Real number (ℝ≥0)
HIGH CORRELATIONZEROS| Distinct | 49 |
|---|---|
| Distinct (%) | 76.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 729642.5781 |
|---|---|
| Minimum | 0 |
| Maximum | 22904129 |
| Zeros | 7 |
| Zeros (%) | 10.9% |
| Memory size | 512.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 27210.5 |
| median | 82310 |
| Q3 | 390700 |
| 95-th percentile | 2923175.15 |
| Maximum | 22904129 |
| Range | 22904129 |
| Interquartile range (IQR) | 363489.5 |
Descriptive statistics
| Standard deviation | 2944801.368 |
|---|---|
| Coefficient of variation (CV) | 4.035950555 |
| Kurtosis | 53.0830895 |
| Mean | 729642.5781 |
| Median Absolute Deviation (MAD) | 76410 |
| Skewness | 7.061870219 |
| Sum | 46697125 |
| Variance | 8.671855097e+12 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) | |
| 0 | 7 | 10.9% | |
| 48458 | 2 | 3.1% | |
| 137863 | 2 | 3.1% | |
| 56989 | 2 | 3.1% | |
| 504819 | 2 | 3.1% | |
| 71642 | 2 | 3.1% | |
| 526725 | 2 | 3.1% | |
| 390700 | 2 | 3.1% | |
| 33593 | 2 | 3.1% | |
| 82310 | 2 | 3.1% | |
| Other values (39) | 39 | 60.9% |
| Value | Count | Frequency (%) | |
| 0 | 7 | 10.9% | |
| 5898 | 1 | 1.6% | |
| 5902 | 1 | 1.6% | |
| 5959 | 1 | 1.6% | |
| 7123 | 1 | 1.6% |
| Value | Count | Frequency (%) | |
| 22904129 | 1 | 1.6% | |
| 4544219 | 1 | 1.6% | |
| 4295855 | 1 | 1.6% | |
| 3233594 | 1 | 1.6% | |
| 1164135 | 1 | 1.6% |
B4.01.2 Electronic (e.g. electronic subscriptions and other databases, downloadable media, gaming software, Playaway, DVDs, and e-resources)
Real number (ℝ≥0)
HIGH CORRELATIONZEROS| Distinct | 49 |
|---|---|
| Distinct (%) | 76.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 340091.0156 |
|---|---|
| Minimum | 0 |
| Maximum | 11886113 |
| Zeros | 7 |
| Zeros (%) | 10.9% |
| Memory size | 512.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4611.5 |
| median | 23844 |
| Q3 | 105737 |
| 95-th percentile | 1068024.35 |
| Maximum | 11886113 |
| Range | 11886113 |
| Interquartile range (IQR) | 101125.5 |
Descriptive statistics
| Standard deviation | 1513175.541 |
|---|---|
| Coefficient of variation (CV) | 4.449325243 |
| Kurtosis | 56.08971859 |
| Mean | 340091.0156 |
| Median Absolute Deviation (MAD) | 21631.5 |
| Skewness | 7.315877437 |
| Sum | 21765825 |
| Variance | 2.289700217e+12 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) | |
| 0 | 7 | 10.9% | |
| 13128 | 2 | 3.1% | |
| 17828 | 2 | 3.1% | |
| 59933 | 2 | 3.1% | |
| 264600 | 2 | 3.1% | |
| 2720 | 2 | 3.1% | |
| 6602 | 2 | 3.1% | |
| 43021 | 2 | 3.1% | |
| 36163 | 2 | 3.1% | |
| 12584 | 2 | 3.1% | |
| Other values (39) | 39 | 60.9% |
| Value | Count | Frequency (%) | |
| 0 | 7 | 10.9% | |
| 1939 | 1 | 1.6% | |
| 2272 | 1 | 1.6% | |
| 2280 | 1 | 1.6% | |
| 2720 | 2 | 3.1% |
| Value | Count | Frequency (%) | |
| 11886113 | 1 | 1.6% | |
| 2226369 | 1 | 1.6% | |
| 1616814 | 1 | 1.6% | |
| 1150835 | 1 | 1.6% | |
| 598764 | 1 | 1.6% |
| Distinct | 53 |
|---|---|
| Distinct (%) | 82.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48232.0625 |
|---|---|
| Minimum | 0 |
| Maximum | 1222235 |
| Zeros | 3 |
| Zeros (%) | 4.7% |
| Memory size | 512.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 653.55 |
| Q1 | 3461.25 |
| median | 9889 |
| Q3 | 25370.5 |
| 95-th percentile | 165228.9 |
| Maximum | 1222235 |
| Range | 1222235 |
| Interquartile range (IQR) | 21909.25 |
Descriptive statistics
| Standard deviation | 162099.748 |
|---|---|
| Coefficient of variation (CV) | 3.360829696 |
| Kurtosis | 45.42732417 |
| Mean | 48232.0625 |
| Median Absolute Deviation (MAD) | 8355.5 |
| Skewness | 6.447624672 |
| Sum | 3086852 |
| Variance | 2.627632829e+10 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 3 | 4.7% | |
| 34676 | 2 | 3.1% | |
| 4685 | 2 | 3.1% | |
| 3541 | 2 | 3.1% | |
| 22614 | 2 | 3.1% | |
| 5268 | 2 | 3.1% | |
| 50388 | 2 | 3.1% | |
| 7544 | 2 | 3.1% | |
| 11522 | 2 | 3.1% | |
| 3979 | 2 | 3.1% | |
| Other values (43) | 43 | 67.2% |
| Value | Count | Frequency (%) | |
| 0 | 3 | 4.7% | |
| 627 | 1 | 1.6% | |
| 804 | 1 | 1.6% | |
| 1465 | 1 | 1.6% | |
| 1498 | 1 | 1.6% |
| Value | Count | Frequency (%) | |
| 1222235 | 1 | 1.6% | |
| 422327 | 1 | 1.6% | |
| 237200 | 1 | 1.6% | |
| 176859 | 1 | 1.6% | |
| 99325 | 1 | 1.6% |
| Distinct | 50 |
|---|---|
| Distinct (%) | 78.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 258622.5781 |
|---|---|
| Minimum | 0 |
| Maximum | 9135960 |
| Zeros | 6 |
| Zeros (%) | 9.4% |
| Memory size | 512.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 20059 |
| median | 50706.5 |
| Q3 | 149485 |
| 95-th percentile | 539199.05 |
| Maximum | 9135960 |
| Range | 9135960 |
| Interquartile range (IQR) | 129426 |
Descriptive statistics
| Standard deviation | 1146854.751 |
|---|---|
| Coefficient of variation (CV) | 4.434472657 |
| Kurtosis | 59.55479566 |
| Mean | 258622.5781 |
| Median Absolute Deviation (MAD) | 38371.5 |
| Skewness | 7.613985439 |
| Sum | 16551845 |
| Variance | 1.31527582e+12 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 6 | 9.4% | |
| 178400 | 2 | 3.1% | |
| 49733 | 2 | 3.1% | |
| 17471 | 2 | 3.1% | |
| 192167 | 2 | 3.1% | |
| 35712 | 2 | 3.1% | |
| 149485 | 2 | 3.1% | |
| 49443 | 2 | 3.1% | |
| 66415 | 2 | 3.1% | |
| 21960 | 2 | 3.1% | |
| Other values (40) | 40 | 62.5% |
| Value | Count | Frequency (%) | |
| 0 | 6 | 9.4% | |
| 5401 | 1 | 1.6% | |
| 8926 | 1 | 1.6% | |
| 10429 | 1 | 1.6% | |
| 10848 | 1 | 1.6% |
| Value | Count | Frequency (%) | |
| 9135960 | 1 | 1.6% | |
| 1468076 | 1 | 1.6% | |
| 672372 | 1 | 1.6% | |
| 582923 | 1 | 1.6% | |
| 291430 | 1 | 1.6% |
| Distinct | 17 |
|---|---|
| Distinct (%) | 26.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.96875 |
|---|---|
| Minimum | 0 |
| Maximum | 447 |
| Zeros | 19 |
| Zeros (%) | 29.7% |
| Memory size | 512.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 6 |
| 95-th percentile | 41.25 |
| Maximum | 447 |
| Range | 447 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 56.82833207 |
|---|---|
| Coefficient of variation (CV) | 4.381943677 |
| Kurtosis | 56.3183857 |
| Mean | 12.96875 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 7.338250643 |
| Sum | 830 |
| Variance | 3229.459325 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) | |
| 0 | 19 | 29.7% | |
| 1 | 12 | 18.8% | |
| 2 | 5 | 7.8% | |
| 3 | 4 | 6.2% | |
| 5 | 4 | 6.2% | |
| 7 | 4 | 6.2% | |
| 4 | 3 | 4.7% | |
| 10 | 3 | 4.7% | |
| 6 | 2 | 3.1% | |
| 86 | 1 | 1.6% | |
| Other values (7) | 7 | 10.9% |
| Value | Count | Frequency (%) | |
| 0 | 19 | 29.7% | |
| 1 | 12 | 18.8% | |
| 2 | 5 | 7.8% | |
| 3 | 4 | 6.2% | |
| 4 | 3 | 4.7% |
| Value | Count | Frequency (%) | |
| 447 | 1 | 1.6% | |
| 86 | 1 | 1.6% | |
| 57 | 1 | 1.6% | |
| 45 | 1 | 1.6% | |
| 20 | 1 | 1.6% |
G1.1.2.W All circulation for E-books, downloadable audio books, music and video
Real number (ℝ≥0)
HIGH CORRELATIONZEROS| Distinct | 48 |
|---|---|
| Distinct (%) | 75.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6646.96875 |
|---|---|
| Minimum | 0 |
| Maximum | 222159 |
| Zeros | 8 |
| Zeros (%) | 12.5% |
| Memory size | 512.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 108.75 |
| median | 514 |
| Q3 | 1816 |
| 95-th percentile | 24949.75 |
| Maximum | 222159 |
| Range | 222159 |
| Interquartile range (IQR) | 1707.25 |
Descriptive statistics
| Standard deviation | 28788.71799 |
|---|---|
| Coefficient of variation (CV) | 4.33110476 |
| Kurtosis | 51.86026937 |
| Mean | 6646.96875 |
| Median Absolute Deviation (MAD) | 507 |
| Skewness | 6.973048291 |
| Sum | 425406 |
| Variance | 828790283.6 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=48)
| Value | Count | Frequency (%) | |
| 0 | 8 | 12.5% | |
| 258 | 2 | 3.1% | |
| 170 | 2 | 3.1% | |
| 1760 | 2 | 3.1% | |
| 470 | 2 | 3.1% | |
| 2362 | 2 | 3.1% | |
| 48 | 2 | 3.1% | |
| 882 | 2 | 3.1% | |
| 268 | 2 | 3.1% | |
| 660 | 2 | 3.1% | |
| Other values (38) | 38 | 59.4% |
| Value | Count | Frequency (%) | |
| 0 | 8 | 12.5% | |
| 14 | 1 | 1.6% | |
| 17 | 1 | 1.6% | |
| 45 | 1 | 1.6% | |
| 48 | 2 | 3.1% |
| Value | Count | Frequency (%) | |
| 222159 | 1 | 1.6% | |
| 55781 | 1 | 1.6% | |
| 37342 | 1 | 1.6% | |
| 27427 | 1 | 1.6% | |
| 10912 | 1 | 1.6% |
E7.1 In the space provided, please provide the total, combined square footage of all the facilities in your library system
Real number (ℝ≥0)
HIGH CORRELATIONZEROS| Distinct | 48 |
|---|---|
| Distinct (%) | 75.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 68310.95312 |
|---|---|
| Minimum | 0 |
| Maximum | 1883890 |
| Zeros | 7 |
| Zeros (%) | 10.9% |
| Memory size | 512.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4191.5 |
| median | 18591 |
| Q3 | 35250 |
| 95-th percentile | 306294.15 |
| Maximum | 1883890 |
| Range | 1883890 |
| Interquartile range (IQR) | 31058.5 |
Descriptive statistics
| Standard deviation | 244171.177 |
|---|---|
| Coefficient of variation (CV) | 3.574407409 |
| Kurtosis | 50.37743428 |
| Mean | 68310.95312 |
| Median Absolute Deviation (MAD) | 15356 |
| Skewness | 6.832589848 |
| Sum | 4371901 |
| Variance | 5.961956366e+10 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=48)
| Value | Count | Frequency (%) | |
| 0 | 7 | 10.9% | |
| 13500 | 3 | 4.7% | |
| 6100 | 2 | 3.1% | |
| 20000 | 2 | 3.1% | |
| 35000 | 2 | 3.1% | |
| 44600 | 2 | 3.1% | |
| 6562 | 2 | 3.1% | |
| 53500 | 2 | 3.1% | |
| 28500 | 2 | 3.1% | |
| 8440 | 2 | 3.1% | |
| Other values (38) | 38 | 59.4% |
| Value | Count | Frequency (%) | |
| 0 | 7 | 10.9% | |
| 750 | 1 | 1.6% | |
| 2048 | 1 | 1.6% | |
| 2400 | 1 | 1.6% | |
| 2425 | 1 | 1.6% |
| Value | Count | Frequency (%) | |
| 1883890 | 1 | 1.6% | |
| 424164 | 1 | 1.6% | |
| 379574 | 1 | 1.6% | |
| 337866 | 1 | 1.6% | |
| 127387 | 1 | 1.6% |
| Distinct | 52 |
|---|---|
| Distinct (%) | 81.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5588.09375 |
|---|---|
| Minimum | 32 |
| Maximum | 116414 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 512.0 B |
Quantile statistics
| Minimum | 32 |
|---|---|
| 5-th percentile | 109.35 |
| Q1 | 380 |
| median | 948.5 |
| Q3 | 4830.75 |
| 95-th percentile | 26612.3 |
| Maximum | 116414 |
| Range | 116382 |
| Interquartile range (IQR) | 4450.75 |
Descriptive statistics
| Standard deviation | 15796.78656 |
|---|---|
| Coefficient of variation (CV) | 2.826864985 |
| Kurtosis | 39.69311527 |
| Mean | 5588.09375 |
| Median Absolute Deviation (MAD) | 836 |
| Skewness | 5.908001151 |
| Sum | 357638 |
| Variance | 249538465.5 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 414 | 3 | 4.7% | |
| 2482 | 2 | 3.1% | |
| 5310 | 2 | 3.1% | |
| 464 | 2 | 3.1% | |
| 426 | 2 | 3.1% | |
| 108 | 2 | 3.1% | |
| 3133 | 2 | 3.1% | |
| 390 | 2 | 3.1% | |
| 942 | 2 | 3.1% | |
| 2055 | 2 | 3.1% | |
| Other values (42) | 43 | 67.2% |
| Value | Count | Frequency (%) | |
| 32 | 1 | 1.6% | |
| 47 | 1 | 1.6% | |
| 108 | 2 | 3.1% | |
| 117 | 1 | 1.6% | |
| 120 | 1 | 1.6% |
| Value | Count | Frequency (%) | |
| 116414 | 1 | 1.6% | |
| 39412 | 1 | 1.6% | |
| 29315 | 1 | 1.6% | |
| 28403 | 1 | 1.6% | |
| 16465 | 1 | 1.6% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| df_index | B2.1.4 Total Provincial Operating Funding | B2.1.1 Public Library Operating Grant (PLOG) | B5.0 Total Operating Expenditures | B4.02.1 Total funds (not including employee benefits) | B4.04 Facilities/Utilities (Costs related to library facility operation, e.g. insurance, rent, lighting, maintenance, etc.) | B4.01.2 Electronic (e.g. electronic subscriptions and other databases, downloadable media, gaming software, Playaway, DVDs, and e-resources) | P2.2 Resident Households Served | C0.2.T Total Print Volumes Held | D1.1.1.C Librarians | G1.1.2.W All circulation for E-books, downloadable audio books, music and video | E7.1 In the space provided, please provide the total, combined square footage of all the facilities in your library system | Actual incidents | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 13 | 14263 | 13439 | 607451 | 317286 | 61200 | 7679 | 4244 | 55975 | 0 | 503 | 13500 | 426.0 |
| 1 | 20 | 13297 | 12591 | 143039 | 79419 | 21494 | 1939 | 3130 | 19927 | 0 | 161 | 4422 | 2055.0 |
| 2 | 25 | 8867 | 8514 | 191559 | 146916 | 11365 | 2272 | 1944 | 17034 | 0 | 78 | 2500 | 414.0 |
| 3 | 26 | 271808 | 107501 | 8461466 | 4023541 | 984387 | 598764 | 54661 | 166516 | 13 | 5923 | 56200 | 7434.0 |
| 4 | 30 | 84357 | 80567 | 2539674 | 1638524 | 158735 | 118172 | 22744 | 78544 | 6 | 1616 | 36000 | 3983.0 |
| 5 | 43 | 150751 | 140457 | 2643680 | 299018 | 246702 | 324927 | 41642 | 207933 | 10 | 5199 | 68000 | 7696.0 |
| 6 | 48 | 44624 | 42091 | 923935 | 576224 | 51662 | 37891 | 10820 | 31471 | 1 | 525 | 18813 | 2055.0 |
| 7 | 60 | 3258 | 3058 | 21940 | 12098 | 0 | 2280 | 627 | 5401 | 0 | 14 | 750 | 414.0 |
| 8 | 74 | 14719 | 1719 | 119396 | 61439 | 5898 | 0 | 0 | 10848 | 0 | 0 | 3270 | 178.0 |
| 9 | 79 | 31000 | 27939 | 1202003 | 867000 | 106377 | 17619 | 8958 | 51680 | 2 | 773 | 18369 | 1443.0 |
Last rows
| df_index | B2.1.4 Total Provincial Operating Funding | B2.1.1 Public Library Operating Grant (PLOG) | B5.0 Total Operating Expenditures | B4.02.1 Total funds (not including employee benefits) | B4.04 Facilities/Utilities (Costs related to library facility operation, e.g. insurance, rent, lighting, maintenance, etc.) | B4.01.2 Electronic (e.g. electronic subscriptions and other databases, downloadable media, gaming software, Playaway, DVDs, and e-resources) | P2.2 Resident Households Served | C0.2.T Total Print Volumes Held | D1.1.1.C Librarians | G1.1.2.W All circulation for E-books, downloadable audio books, music and video | E7.1 In the space provided, please provide the total, combined square footage of all the facilities in your library system | Actual incidents | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 334 | 20921 | 19321 | 998956 | 267242 | 37244 | 11378 | 4391 | 34017 | 1 | 248 | 8397 | 942.0 |
| 55 | 344 | 58990 | 54533 | 2423752 | 1639955 | 50620 | 29860 | 17706 | 64605 | 3 | 2059 | 27000 | 2482.0 |
| 56 | 346 | 131761 | 127082 | 2736631 | 1257242 | 339522 | 101421 | 24014 | 89628 | 3 | 1068 | 25143 | 5310.0 |
| 57 | 347 | 51402 | 50798 | 3148506 | 1886827 | 92368 | 94861 | 14862 | 70657 | 10 | 1984 | 17202 | 2613.0 |
| 58 | 361 | 227583 | 220732 | 6723104 | 3863001 | 526725 | 264600 | 50388 | 149485 | 7 | 2362 | 53500 | 8117.0 |
| 59 | 362 | 227583 | 220732 | 6723104 | 3863001 | 526725 | 264600 | 50388 | 149485 | 7 | 2362 | 53500 | 253.0 |
| 60 | 364 | 91807 | 90405 | 1907551 | 946065 | 275720 | 36950 | 19695 | 127601 | 2 | 582 | 28100 | 4741.0 |
| 61 | 366 | 5573927 | 5505920 | 211435269 | 133180748 | 22904129 | 11886113 | 1222235 | 9135960 | 447 | 222159 | 1883890 | 116414.0 |
| 62 | 394 | 361881 | 354715 | 8076078 | 4593467 | 712189 | 579995 | 99325 | 258090 | 20 | 9724 | 103887 | 16465.0 |
| 63 | 396 | 60168 | 54860 | 2612512 | 1710295 | 69078 | 101592 | 18347 | 77445 | 8 | 5489 | 24200 | 3133.0 |